Associations
[Only including dataset "Dataset 1"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "Dataset 2"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Dataset 1
Dataset 2
50
ROWS
50
0
DUPLICATES
0
14.4 kb
RAM
14.5 kb
31
FEATURES
31
2
CATEGORICAL
2
29
NUMERICAL
29
0
TEXT
0
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
target
VALUES:
50
(100%)
50
(100%)
MISSING:
---
---
DISTINCT:
2
(4%)
2
(4%)
TOP CATEGORIES
target
target
0
43
86%
10
20%
1
7
14%
40
80%
ALL
50
100%
50
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
target
PROVIDES INFORMATION ON...
area error
0.01

THESE FEATURES
GIVE INFORMATION
ON target:
area error
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
CORRELATION RATIO WITH...
worst concave points
0.53
mean concavity
0.42
worst area
0.37
worst concavity
0.34
mean compactness
0.33
worst symmetry
0.32
worst compactness
0.32
radius error
0.31
mean texture
0.28
mean perimeter
0.25
smoothness error
0.20
worst perimeter
0.20
texture error
0.19
compactness error
0.18
1
mean radius
VALUES:
40
(80%)
44
(88%)
MISSING:
10
(20%)
6
(12%)
DISTINCT:
40
(80%)
44
(88%)
ZEROES:
---
---
MAX
21.2
24.6
95%
20.3
20.9
Q3
18.6
14.0
AVG
15.6
12.9
MEDIAN
15.3
11.9
Q1
13.3
10.3
5%
11.3
7.9
MIN
8.2
7.7
RANGE
13.0
16.9
IQR
5.36
3.65
STD
3.16
3.82
VAR
10.00
14.6
KURT.
-0.599
1.72
SKEW
-0.100
1.32
SUM
623
567
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean perimeter
1.00
mean area
0.99
worst radius
0.93
worst perimeter
0.90
worst area
0.89
radius error
0.73
perimeter error
0.72
mean concave points
0.62
mean concavity
0.47
mean fractal dimension
-0.46
concavity error
0.43
concave points error
0.40
worst concave points
0.40
mean texture
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.18
target
0.15
MOST FREQUENT VALUES
21.16
1
2.5%
0
0.0%
17.14
1
2.5%
0
0.0%
14.58
1
2.5%
0
0.0%
18.61
1
2.5%
0
0.0%
15.3
1
2.5%
0
0.0%
18.63
1
2.5%
0
0.0%
11.84
1
2.5%
0
0.0%
17.02
1
2.5%
0
0.0%
19.27
1
2.5%
0
0.0%
16.74
1
2.5%
0
0.0%
14.25
1
2.5%
0
0.0%
13.03
1
2.5%
0
0.0%
13.48
1
2.5%
0
0.0%
19.07
1
2.5%
0
0.0%
13.28
1
2.5%
0
0.0%
SMALLEST VALUES
8.196
1
2.5%
0
0.0%
9.504
1
2.5%
0
0.0%
11.42
1
2.5%
0
0.0%
11.84
1
2.5%
0
0.0%
12.05
1
2.5%
0
0.0%
12.45
1
2.5%
0
0.0%
13.0
1
2.5%
0
0.0%
13.03
1
2.5%
0
0.0%
13.08
1
2.5%
0
0.0%
13.17
1
2.5%
0
0.0%
13.28
1
2.5%
0
0.0%
13.48
1
2.5%
0
0.0%
13.54
1
2.5%
0
0.0%
13.71
1
2.5%
1
2.3%
13.73
1
2.5%
0
0.0%
LARGEST VALUES
21.16
1
2.5%
0
0.0%
20.57
1
2.5%
0
0.0%
20.29
1
2.5%
0
0.0%
19.81
1
2.5%
0
0.0%
19.69
1
2.5%
0
0.0%
19.27
1
2.5%
0
0.0%
19.17
1
2.5%
0
0.0%
19.07
1
2.5%
0
0.0%
18.65
1
2.5%
0
0.0%
18.63
1
2.5%
0
0.0%
18.61
1
2.5%
0
0.0%
18.25
1
2.5%
0
0.0%
17.14
1
2.5%
0
0.0%
17.02
1
2.5%
0
0.0%
16.74
1
2.5%
0
0.0%
2
mean texture
VALUES:
45
(90%)
44
(88%)
MISSING:
5
(10%)
6
(12%)
DISTINCT:
45
(90%)
44
(88%)
ZEROES:
---
---
MAX
27.5
30.6
95%
25.3
29.4
Q3
23.0
25.9
MEDIAN
20.8
21.8
AVG
20.1
22.0
Q1
17.6
18.4
5%
14.3
13.5
MIN
10.4
12.3
RANGE
17.2
18.4
IQR
5.44
7.49
STD
4.01
5.14
VAR
16.1
26.5
KURT.
-0.484
-1.01
SKEW
-0.379
-0.107
SUM
905
966
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst texture
0.87
texture error
0.41
mean radius
0.37
worst perimeter
0.32
smoothness error
-0.30
mean perimeter
0.29
compactness error
0.29
worst concavity
0.26
mean smoothness
-0.23
worst radius
0.22
worst compactness
0.19
fractal dimension error
0.19
symmetry error
-0.18
mean area
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.28
area error
0.06
MOST FREQUENT VALUES
10.38
1
2.2%
0
0.0%
21.72
1
2.2%
0
0.0%
20.25
1
2.2%
0
0.0%
25.27
1
2.2%
0
0.0%
15.05
1
2.2%
0
0.0%
25.11
1
2.2%
0
0.0%
18.7
1
2.2%
0
0.0%
23.98
1
2.2%
0
0.0%
26.47
1
2.2%
0
0.0%
17.88
1
2.2%
0
0.0%
21.59
1
2.2%
0
0.0%
18.42
1
2.2%
0
0.0%
16.4
1
2.2%
0
0.0%
25.2
1
2.2%
0
0.0%
20.82
1
2.2%
0
0.0%
SMALLEST VALUES
10.38
1
2.2%
0
0.0%
12.44
1
2.2%
0
0.0%
14.26
1
2.2%
0
0.0%
14.34
1
2.2%
0
0.0%
14.36
1
2.2%
0
0.0%
14.63
1
2.2%
0
0.0%
15.05
1
2.2%
0
0.0%
15.7
1
2.2%
0
0.0%
15.71
1
2.2%
0
0.0%
16.4
1
2.2%
0
0.0%
16.84
1
2.2%
0
0.0%
17.6
1
2.2%
0
0.0%
17.77
1
2.2%
0
0.0%
17.88
1
2.2%
0
0.0%
17.89
1
2.2%
0
0.0%
LARGEST VALUES
27.54
1
2.2%
0
0.0%
26.47
1
2.2%
0
0.0%
25.27
1
2.2%
0
0.0%
25.2
1
2.2%
0
0.0%
25.11
1
2.2%
0
0.0%
24.81
1
2.2%
0
0.0%
24.8
1
2.2%
0
0.0%
24.04
1
2.2%
0
0.0%
23.98
1
2.2%
0
0.0%
23.95
1
2.2%
0
0.0%
23.24
1
2.2%
0
0.0%
23.04
1
2.2%
0
0.0%
22.61
1
2.2%
0
0.0%
22.15
1
2.2%
0
0.0%
21.82
1
2.2%
0
0.0%
3
mean perimeter
VALUES:
47
(94%)
47
(94%)
MISSING:
3
(6%)
3
(6%)
DISTINCT:
46
(92%)
47
(94%)
ZEROES:
---
---
MAX
137.2
165.5
95%
131.7
141.4
Q3
117.8
94.2
MEDIAN
102.4
77.8
AVG
101.5
85.6
Q1
86.5
67.2
5%
77.7
50.2
MIN
51.7
47.9
RANGE
85.5
118
IQR
31.3
27.1
STD
20.0
27.9
VAR
400
776
KURT.
-0.461
0.824
SKEW
-0.102
1.16
SUM
4,769
4,022
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean radius
1.00
mean area
0.98
worst radius
0.93
worst perimeter
0.91
worst area
0.89
perimeter error
0.66
mean concave points
0.66
radius error
0.63
mean concavity
0.48
worst concave points
0.45
concave points error
0.43
concavity error
0.41
mean fractal dimension
-0.33
mean texture
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.25
area error
0.01
MOST FREQUENT VALUES
130.0
2
4.3%
0
0.0%
122.8
1
2.1%
0
0.0%
95.54
1
2.1%
0
0.0%
102.4
1
2.1%
0
0.0%
115.0
1
2.1%
0
0.0%
124.8
1
2.1%
0
0.0%
77.93
1
2.1%
0
0.0%
112.8
1
2.1%
0
0.0%
127.9
1
2.1%
0
0.0%
107.0
1
2.1%
0
0.0%
110.1
1
2.1%
0
0.0%
82.61
1
2.1%
0
0.0%
88.4
1
2.1%
0
0.0%
97.41
1
2.1%
0
0.0%
86.18
1
2.1%
0
0.0%
SMALLEST VALUES
51.71
1
2.1%
0
0.0%
60.34
1
2.1%
0
0.0%
77.58
1
2.1%
0
0.0%
77.93
1
2.1%
0
0.0%
78.04
1
2.1%
0
0.0%
82.57
1
2.1%
0
0.0%
82.61
1
2.1%
0
0.0%
83.97
1
2.1%
0
0.0%
85.42
1
2.1%
0
0.0%
85.63
1
2.1%
0
0.0%
85.98
1
2.1%
0
0.0%
86.18
1
2.1%
0
0.0%
86.91
1
2.1%
0
0.0%
87.32
1
2.1%
0
0.0%
87.46
1
2.1%
0
0.0%
LARGEST VALUES
137.2
1
2.1%
0
0.0%
132.9
1
2.1%
0
0.0%
132.4
1
2.1%
0
0.0%
130.0
2
4.3%
0
0.0%
128.3
1
2.1%
0
0.0%
127.9
1
2.1%
0
0.0%
124.8
1
2.1%
0
0.0%
123.7
1
2.1%
0
0.0%
122.8
1
2.1%
0
0.0%
122.1
1
2.1%
0
0.0%
119.6
1
2.1%
0
0.0%
116.0
1
2.1%
0
0.0%
115.0
1
2.1%
0
0.0%
112.8
1
2.1%
0
0.0%
110.1
1
2.1%
0
0.0%
4
mean area
VALUES:
33
(66%)
41
(82%)
MISSING:
17
(34%)
9
(18%)
DISTINCT:
33
(66%)
41
(82%)
ZEROES:
---
---
MAX
1,326
1,479
95%
1,226
1,308
Q3
955
600
AVG
774
556
MEDIAN
732
423
Q1
559
325
5%
424
181
MIN
274
170
RANGE
1,052
1,309
IQR
396
276
STD
270
353
VAR
73,060
125k
KURT.
-0.724
1.17
SKEW
0.335
1.46
SUM
25,552
22,815
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean radius
0.99
mean perimeter
0.98
worst radius
0.91
worst area
0.91
worst perimeter
0.88
radius error
0.58
perimeter error
0.57
mean concave points
0.57
mean fractal dimension
-0.41
worst concave points
0.40
mean concavity
0.33
concavity error
0.33
concave points error
0.29
fractal dimension error
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.20
target
0.17
MOST FREQUENT VALUES
1001.0
1
3.0%
0
0.0%
523.8
1
3.0%
0
0.0%
955.1
1
3.0%
0
0.0%
1088.0
1
3.0%
0
0.0%
899.3
1
3.0%
0
0.0%
1162.0
1
3.0%
0
0.0%
807.2
1
3.0%
0
0.0%
633.0
1
3.0%
0
0.0%
698.8
1
3.0%
0
0.0%
644.8
1
3.0%
0
0.0%
559.2
1
3.0%
0
0.0%
1104.0
1
3.0%
0
0.0%
545.2
1
3.0%
0
0.0%
1076.0
1
3.0%
0
0.0%
449.3
1
3.0%
0
0.0%
SMALLEST VALUES
273.9
1
3.0%
0
0.0%
386.1
1
3.0%
0
0.0%
449.3
1
3.0%
0
0.0%
475.9
1
3.0%
0
0.0%
519.8
1
3.0%
0
0.0%
520.0
1
3.0%
0
0.0%
523.8
1
3.0%
0
0.0%
545.2
1
3.0%
0
0.0%
559.2
1
3.0%
0
0.0%
561.0
1
3.0%
0
0.0%
578.3
1
3.0%
0
0.0%
633.0
1
3.0%
0
0.0%
644.8
1
3.0%
0
0.0%
684.5
1
3.0%
0
0.0%
698.8
1
3.0%
0
0.0%
LARGEST VALUES
1326.0
1
3.0%
0
0.0%
1260.0
1
3.0%
0
0.0%
1203.0
1
3.0%
0
0.0%
1162.0
1
3.0%
0
0.0%
1104.0
1
3.0%
0
0.0%
1088.0
1
3.0%
0
0.0%
1076.0
1
3.0%
0
0.0%
1001.0
1
3.0%
0
0.0%
955.1
1
3.0%
0
0.0%
912.7
1
3.0%
0
0.0%
904.6
1
3.0%
0
0.0%
899.3
1
3.0%
0
0.0%
807.2
1
3.0%
0
0.0%
798.8
1
3.0%
0
0.0%
782.7
1
3.0%
0
0.0%
5
mean smoothness
VALUES:
33
(66%)
32
(64%)
MISSING:
17
(34%)
18
(36%)
DISTINCT:
33
(66%)
32
(64%)
ZEROES:
---
---
MAX
0.142
0.137
95%
0.128
0.124
Q3
0.114
0.105
AVG
0.105
0.097
MEDIAN
0.104
0.098
Q1
0.094
0.085
5%
0.085
0.074
MIN
0.082
0.053
RANGE
0.060
0.084
IQR
0.020
0.020
STD
0.014
0.017
VAR
2.00e-4
2.80e-4
KURT.
0.012
0.981
SKEW
0.456
-0.044
SUM
3.48
3.11
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst smoothness
0.83
mean fractal dimension
0.80
fractal dimension error
0.75
mean symmetry
0.75
worst fractal dimension
0.70
mean compactness
0.70
concavity error
0.66
mean concavity
0.61
worst symmetry
0.58
texture error
0.58
worst compactness
0.54
mean concave points
0.53
worst concavity
0.52
worst concave points
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.09
area error
0.08
MOST FREQUENT VALUES
0.1184
1
3.0%
0
0.0%
0.1016
1
3.0%
0
0.0%
0.1197
1
3.0%
0
0.0%
0.09401
1
3.0%
0
0.0%
0.104
1
3.0%
0
0.0%
0.0961
1
3.0%
0
0.0%
0.08983
1
3.0%
0
0.0%
0.09387
1
3.0%
0
0.0%
0.1227
1
3.0%
0
0.0%
0.09081
1
3.0%
0
0.0%
0.1041
1
3.0%
0
0.0%
0.09714
1
3.0%
0
0.0%
0.1099
1
3.0%
0
0.0%
0.086
1
3.0%
0
0.0%
0.1158
1
3.0%
0
0.0%
SMALLEST VALUES
0.08206
1
3.0%
0
0.0%
0.08401
1
3.0%
0
0.0%
0.086
1
3.0%
0
0.0%
0.08752
1
3.0%
0
0.0%
0.08983
1
3.0%
0
0.0%
0.09081
1
3.0%
0
0.0%
0.09387
1
3.0%
0
0.0%
0.09401
1
3.0%
0
0.0%
0.09428
1
3.0%
0
0.0%
0.0961
1
3.0%
0
0.0%
0.09714
1
3.0%
0
0.0%
0.09779
1
3.0%
0
0.0%
0.09831
1
3.0%
0
0.0%
0.1016
1
3.0%
0
0.0%
0.1024
1
3.0%
0
0.0%
LARGEST VALUES
0.1425
1
3.0%
0
0.0%
0.1278
1
3.0%
0
0.0%
0.1273
1
3.0%
0
0.0%
0.1227
1
3.0%
0
0.0%
0.1197
1
3.0%
0
0.0%
0.1186
1
3.0%
0
0.0%
0.1184
1
3.0%
0
0.0%
0.1158
1
3.0%
0
0.0%
0.1139
1
3.0%
0
0.0%
0.1131
1
3.0%
0
0.0%
0.1121
1
3.0%
0
0.0%
0.1109
1
3.0%
0
0.0%
0.1099
1
3.0%
0
0.0%
0.1096
1
3.0%
0
0.0%
0.1075
1
3.0%
1
3.1%
6
mean compactness
VALUES:
43
(86%)
40
(80%)
MISSING:
7
(14%)
10
(20%)
DISTINCT:
43
(86%)
40
(80%)
ZEROES:
---
---
MAX
0.284
0.277
95%
0.245
0.176
Q3
0.170
0.114
AVG
0.143
0.097
MEDIAN
0.134
0.092
Q1
0.106
0.065
5%
0.060
0.044
MIN
0.038
0.036
RANGE
0.246
0.241
IQR
0.064
0.049
STD
0.059
0.048
VAR
0.004
0.002
KURT.
-0.088
4.48
SKEW
0.491
1.71
SUM
6.17
3.86
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean symmetry
0.88
mean concavity
0.87
worst compactness
0.86
compactness error
0.83
concavity error
0.80
worst concavity
0.77
fractal dimension error
0.76
mean fractal dimension
0.75
mean concave points
0.75
worst fractal dimension
0.75
worst concave points
0.72
worst symmetry
0.72
mean smoothness
0.70
symmetry error
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.33
area error
0.14
MOST FREQUENT VALUES
0.2776
1
2.3%
0
0.0%
0.1066
1
2.3%
0
0.0%
0.1697
1
2.3%
0
0.0%
0.1157
1
2.3%
0
0.0%
0.1887
1
2.3%
0
0.0%
0.1516
1
2.3%
0
0.0%
0.1496
1
2.3%
0
0.0%
0.1559
1
2.3%
0
0.0%
0.1336
1
2.3%
0
0.0%
0.1098
1
2.3%
0
0.0%
0.03766
1
2.3%
0
0.0%
0.05131
1
2.3%
0
0.0%
0.1255
1
2.3%
0
0.0%
0.1218
1
2.3%
0
0.0%
0.219
1
2.3%
0
0.0%
SMALLEST VALUES
0.03766
1
2.3%
0
0.0%
0.05131
1
2.3%
0
0.0%
0.05943
1
2.3%
0
0.0%
0.06492
1
2.3%
0
0.0%
0.06669
1
2.3%
0
0.0%
0.072
1
2.3%
0
0.0%
0.07698
1
2.3%
0
0.0%
0.08129
1
2.3%
0
0.0%
0.1022
1
2.3%
0
0.0%
0.1027
1
2.3%
0
0.0%
0.1047
1
2.3%
0
0.0%
0.1066
1
2.3%
0
0.0%
0.109
1
2.3%
0
0.0%
0.1098
1
2.3%
0
0.0%
0.1157
1
2.3%
0
0.0%
LARGEST VALUES
0.2839
1
2.3%
0
0.0%
0.2776
1
2.3%
0
0.0%
0.2458
1
2.3%
0
0.0%
0.2396
1
2.3%
0
0.0%
0.2293
1
2.3%
0
0.0%
0.219
1
2.3%
0
0.0%
0.2135
1
2.3%
0
0.0%
0.1932
1
2.3%
0
0.0%
0.1887
1
2.3%
0
0.0%
0.1868
1
2.3%
0
0.0%
0.17
1
2.3%
0
0.0%
0.1697
1
2.3%
0
0.0%
0.1686
1
2.3%
0
0.0%
0.1645
1
2.3%
0
0.0%
0.1599
1
2.3%
0
0.0%
7
mean concavity
VALUES:
43
(86%)
38
(76%)
MISSING:
7
(14%)
12
(24%)
DISTINCT:
43
(86%)
35
(70%)
ZEROES:
---
4
(8%)
MAX
0.300
0.351
95%
0.240
0.264
Q3
0.192
0.109
AVG
0.133
0.085
MEDIAN
0.123
0.047
Q1
0.090
0.024
5%
0.026
0.000
MIN
0.016
0.000
RANGE
0.284
0.351
IQR
0.101
0.085
STD
0.070
0.092
VAR
0.005
0.008
KURT.
-0.600
1.47
SKEW
0.237
1.49
SUM
5.72
3.24
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concave points
0.93
concavity error
0.87
mean compactness
0.87
worst concavity
0.80
worst concave points
0.78
mean symmetry
0.75
worst compactness
0.74
compactness error
0.72
fractal dimension error
0.67
mean smoothness
0.61
worst symmetry
0.60
worst radius
0.58
worst fractal dimension
0.54
perimeter error
0.52

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.42
area error
0.07
MOST FREQUENT VALUES
0.3001
1
2.3%
0
0.0%
0.02398
1
2.3%
0
0.0%
0.2319
1
2.3%
0
0.0%
0.1218
1
2.3%
0
0.0%
0.2417
1
2.3%
0
0.0%
0.1657
1
2.3%
0
0.0%
0.1354
1
2.3%
0
0.0%
0.1348
1
2.3%
0
0.0%
0.1319
1
2.3%
0
0.0%
0.02562
1
2.3%
0
0.0%
0.1063
1
2.3%
0
0.0%
0.1425
1
2.3%
0
0.0%
0.0311
1
2.3%
0
0.0%
0.1044
1
2.3%
0
0.0%
0.2107
1
2.3%
0
0.0%
SMALLEST VALUES
0.01588
1
2.3%
0
0.0%
0.02398
1
2.3%
0
0.0%
0.02562
1
2.3%
0
0.0%
0.02956
1
2.3%
0
0.0%
0.0311
1
2.3%
0
0.0%
0.04568
1
2.3%
0
0.0%
0.04751
1
2.3%
0
0.0%
0.06664
1
2.3%
0
0.0%
0.07395
1
2.3%
0
0.0%
0.08259
1
2.3%
0
0.0%
0.0869
1
2.3%
0
0.0%
0.09366
1
2.3%
0
0.0%
0.09847
1
2.3%
0
0.0%
0.09875
1
2.3%
0
0.0%
0.09938
1
2.3%
0
0.0%
LARGEST VALUES
0.3001
1
2.3%
0
0.0%
0.2417
1
2.3%
0
0.0%
0.2414
1
2.3%
0
0.0%
0.2319
1
2.3%
0
0.0%
0.2273
1
2.3%
0
0.0%
0.2229
1
2.3%
0
0.0%
0.2107
1
2.3%
0
0.0%
0.2077
1
2.3%
0
0.0%
0.2065
1
2.3%
0
0.0%
0.198
1
2.3%
0
0.0%
0.1974
1
2.3%
0
0.0%
0.1859
1
2.3%
0
0.0%
0.1722
1
2.3%
0
0.0%
0.1657
1
2.3%
0
0.0%
0.1639
1
2.3%
0
0.0%
8
mean concave points
VALUES:
30
(60%)
36
(72%)
MISSING:
20
(40%)
14
(28%)
DISTINCT:
30
(60%)
33
(66%)
ZEROES:
---
4
(8%)
MAX
0.147
0.152
95%
0.116
0.141
Q3
0.092
0.039
AVG
0.070
0.040
MEDIAN
0.068
0.024
Q1
0.052
0.015
5%
0.024
0.000
MIN
0.020
0.000
RANGE
0.127
0.152
IQR
0.040
0.025
STD
0.031
0.043
VAR
9.64e-4
0.002
KURT.
-0.147
1.72
SKEW
0.330
1.67
SUM
2.11
1.44
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concavity
0.93
worst concave points
0.84
perimeter error
0.83
radius error
0.76
concavity error
0.76
mean compactness
0.75
worst radius
0.66
mean perimeter
0.66
mean radius
0.62
mean symmetry
0.61
worst concavity
0.60
worst perimeter
0.59
worst area
0.59
mean area
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.18
area error
0.07
MOST FREQUENT VALUES
0.1471
1
3.3%
0
0.0%
0.09756
1
3.3%
0
0.0%
0.02749
1
3.3%
0
0.0%
0.1009
1
3.3%
0
0.0%
0.06158
1
3.3%
0
0.0%
0.05669
1
3.3%
0
0.0%
0.02031
1
3.3%
0
0.0%
0.05439
1
3.3%
0
0.0%
0.05598
1
3.3%
0
0.0%
0.06018
1
3.3%
0
0.0%
0.07752
1
3.3%
0
0.0%
0.1203
1
3.3%
0
0.0%
0.05182
1
3.3%
0
0.0%
0.08751
1
3.3%
0
0.0%
0.08632
1
3.3%
0
0.0%
SMALLEST VALUES
0.02031
1
3.3%
0
0.0%
0.02076
1
3.3%
0
0.0%
0.02749
1
3.3%
0
0.0%
0.0311
1
3.3%
0
0.0%
0.03323
1
3.3%
0
0.0%
0.03384
1
3.3%
0
0.0%
0.04781
1
3.3%
0
0.0%
0.05182
1
3.3%
0
0.0%
0.05364
1
3.3%
0
0.0%
0.05439
1
3.3%
0
0.0%
0.05598
1
3.3%
0
0.0%
0.05669
1
3.3%
0
0.0%
0.06018
1
3.3%
0
0.0%
0.06158
1
3.3%
0
0.0%
0.06606
1
3.3%
0
0.0%
LARGEST VALUES
0.1471
1
3.3%
0
0.0%
0.1203
1
3.3%
0
0.0%
0.1118
1
3.3%
0
0.0%
0.1028
1
3.3%
0
0.0%
0.1009
1
3.3%
0
0.0%
0.09756
1
3.3%
0
0.0%
0.09498
1
3.3%
0
0.0%
0.09353
1
3.3%
0
0.0%
0.08751
1
3.3%
0
0.0%
0.08632
1
3.3%
0
0.0%
0.08543
1
3.3%
0
0.0%
0.08025
1
3.3%
0
0.0%
0.07752
1
3.3%
0
0.0%
0.074
1
3.3%
0
0.0%
0.07017
1
3.3%
0
0.0%
9
mean symmetry
VALUES:
40
(80%)
44
(88%)
MISSING:
10
(20%)
6
(12%)
DISTINCT:
38
(76%)
43
(86%)
ZEROES:
---
---
MAX
0.260
0.240
95%
0.242
0.216
Q3
0.217
0.198
AVG
0.196
0.177
MEDIAN
0.190
0.172
Q1
0.176
0.160
5%
0.156
0.140
MIN
0.147
0.106
RANGE
0.113
0.134
IQR
0.041
0.038
STD
0.029
0.026
VAR
8.25e-4
6.81e-4
KURT.
-0.591
0.350
SKEW
0.429
0.102
SUM
7.83
7.78
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean compactness
0.88
worst compactness
0.81
mean fractal dimension
0.80
worst symmetry
0.79
worst fractal dimension
0.77
mean smoothness
0.75
mean concavity
0.75
concavity error
0.73
compactness error
0.73
fractal dimension error
0.69
worst concavity
0.66
symmetry error
0.63
mean concave points
0.61
worst concave points
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.09
target
0.03
MOST FREQUENT VALUES
0.1769
2
5.0%
0
0.0%
0.1885
2
5.0%
1
2.3%
0.1896
1
2.5%
0
0.0%
0.1697
1
2.5%
0
0.0%
0.1926
1
2.5%
1
2.3%
0.1739
1
2.5%
0
0.0%
0.2183
1
2.5%
0
0.0%
0.2301
1
2.5%
0
0.0%
0.1998
1
2.5%
0
0.0%
0.2419
1
2.5%
0
0.0%
0.1995
1
2.5%
0
0.0%
0.1565
1
2.5%
0
0.0%
0.172
1
2.5%
0
0.0%
0.1784
1
2.5%
0
0.0%
0.1895
1
2.5%
0
0.0%
SMALLEST VALUES
0.1467
1
2.5%
0
0.0%
0.1528
1
2.5%
0
0.0%
0.1565
1
2.5%
0
0.0%
0.1582
1
2.5%
0
0.0%
0.1586
1
2.5%
0
0.0%
0.1675
1
2.5%
0
0.0%
0.1697
1
2.5%
0
0.0%
0.172
1
2.5%
0
0.0%
0.1739
1
2.5%
0
0.0%
0.1746
1
2.5%
0
0.0%
0.1769
2
5.0%
0
0.0%
0.1784
1
2.5%
0
0.0%
0.1794
1
2.5%
0
0.0%
0.1809
1
2.5%
0
0.0%
0.1815
1
2.5%
0
0.0%
LARGEST VALUES
0.2597
1
2.5%
0
0.0%
0.2521
1
2.5%
0
0.0%
0.2419
1
2.5%
0
0.0%
0.2397
1
2.5%
1
2.3%
0.235
1
2.5%
0
0.0%
0.231
1
2.5%
0
0.0%
0.2303
1
2.5%
0
0.0%
0.2301
1
2.5%
0
0.0%
0.2196
1
2.5%
0
0.0%
0.2183
1
2.5%
0
0.0%
0.2164
1
2.5%
0
0.0%
0.2128
1
2.5%
0
0.0%
0.2087
1
2.5%
0
0.0%
0.2069
1
2.5%
0
0.0%
0.1998
1
2.5%
0
0.0%
10
mean fractal dimension
VALUES:
47
(94%)
45
(90%)
MISSING:
3
(6%)
5
(10%)
DISTINCT:
47
(94%)
45
(90%)
ZEROES:
---
---
MAX
0.097
0.078
95%
0.078
0.073
Q3
0.071
0.067
AVG
0.066
0.064
MEDIAN
0.063
0.063
Q1
0.059
0.059
5%
0.054
0.056
MIN
0.053
0.054
RANGE
0.045
0.023
IQR
0.012
0.007
STD
0.009
0.005
VAR
8.16e-5
3.00e-5
KURT.
1.85
0.183
SKEW
1.10
0.524
SUM
3.08
2.86
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst fractal dimension
0.84
mean smoothness
0.80
mean symmetry
0.80
fractal dimension error
0.75
mean compactness
0.75
worst compactness
0.69
worst symmetry
0.66
worst smoothness
0.58
symmetry error
0.56
mean concavity
0.52
concavity error
0.50
compactness error
0.48
mean radius
-0.46
worst concavity
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.07
target
0.01
MOST FREQUENT VALUES
0.07871
1
2.1%
0
0.0%
0.05863
1
2.1%
0
0.0%
0.05699
1
2.1%
0
0.0%
0.0654
1
2.1%
0
0.0%
0.06149
1
2.1%
0
0.0%
0.06197
1
2.1%
0
0.0%
0.07799
1
2.1%
0
0.0%
0.06382
1
2.1%
0
0.0%
0.06261
1
2.1%
0
0.0%
0.05656
1
2.1%
0
0.0%
0.06125
1
2.1%
0
0.0%
0.05504
1
2.1%
0
0.0%
0.07413
1
2.1%
0
0.0%
0.06419
1
2.1%
0
0.0%
0.0687
1
2.1%
0
0.0%
SMALLEST VALUES
0.05278
1
2.1%
0
0.0%
0.05338
1
2.1%
0
0.0%
0.05395
1
2.1%
0
0.0%
0.05504
1
2.1%
0
0.0%
0.05656
1
2.1%
0
0.0%
0.05667
1
2.1%
0
0.0%
0.05697
1
2.1%
0
0.0%
0.05699
1
2.1%
0
0.0%
0.05718
1
2.1%
0
0.0%
0.05742
1
2.1%
0
0.0%
0.05766
1
2.1%
0
0.0%
0.05863
1
2.1%
0
0.0%
0.05922
1
2.1%
0
0.0%
0.05999
1
2.1%
0
0.0%
0.06043
1
2.1%
0
0.0%
LARGEST VALUES
0.09744
1
2.1%
0
0.0%
0.08243
1
2.1%
0
0.0%
0.07871
1
2.1%
0
0.0%
0.078
1
2.1%
0
0.0%
0.07799
1
2.1%
0
0.0%
0.07682
1
2.1%
0
0.0%
0.07613
1
2.1%
0
0.0%
0.07451
1
2.1%
0
0.0%
0.07413
1
2.1%
0
0.0%
0.07389
1
2.1%
0
0.0%
0.07356
1
2.1%
0
0.0%
0.07077
1
2.1%
0
0.0%
0.07032
1
2.1%
0
0.0%
0.06924
1
2.1%
0
0.0%
0.06905
1
2.1%
0
0.0%
11
radius error
VALUES:
42
(84%)
45
(90%)
MISSING:
8
(16%)
5
(10%)
DISTINCT:
42
(84%)
44
(88%)
ZEROES:
---
---
MAX
1.21
1.18
95%
1.04
0.82
Q3
0.60
0.38
AVG
0.49
0.36
MEDIAN
0.44
0.30
Q1
0.29
0.23
5%
0.19
0.13
MIN
0.16
0.11
RANGE
1.06
1.06
IQR
0.314
0.158
STD
0.262
0.230
VAR
0.069
0.053
KURT.
0.454
3.27
SKEW
0.957
1.80
SUM
20.8
16.3
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter error
0.99
mean concave points
0.76
mean radius
0.73
mean perimeter
0.63
worst area
0.63
worst radius
0.63
mean area
0.58
worst perimeter
0.55
concave points error
0.54
concavity error
0.49
mean concavity
0.46
texture error
0.44
fractal dimension error
0.31
smoothness error
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.31
area error
0.19
MOST FREQUENT VALUES
1.095
1
2.4%
0
0.0%
0.334
1
2.4%
0
0.0%
1.046
1
2.4%
0
0.0%
0.2545
1
2.4%
0
0.0%
0.8529
1
2.4%
0
0.0%
0.439
1
2.4%
0
0.0%
0.6003
1
2.4%
0
0.0%
0.8307
1
2.4%
0
0.0%
0.6009
1
2.4%
0
0.0%
0.5558
1
2.4%
0
0.0%
0.4615
1
2.4%
0
0.0%
0.6917
1
2.4%
0
0.0%
0.286
1
2.4%
0
0.0%
0.1839
1
2.4%
0
0.0%
1.214
1
2.4%
0
0.0%
SMALLEST VALUES
0.1563
1
2.4%
0
0.0%
0.1839
1
2.4%
0
0.0%
0.1852
1
2.4%
0
0.0%
0.1938
1
2.4%
0
0.0%
0.2121
1
2.4%
0
0.0%
0.213
1
2.4%
0
0.0%
0.2338
1
2.4%
0
0.0%
0.2545
1
2.4%
0
0.0%
0.2699
1
2.4%
0
0.0%
0.2773
1
2.4%
0
0.0%
0.286
1
2.4%
0
0.0%
0.2871
1
2.4%
0
0.0%
0.3063
1
2.4%
0
0.0%
0.334
1
2.4%
0
0.0%
0.3345
1
2.4%
0
0.0%
LARGEST VALUES
1.214
1
2.4%
0
0.0%
1.095
1
2.4%
0
0.0%
1.046
1
2.4%
0
0.0%
0.8529
1
2.4%
0
0.0%
0.8307
1
2.4%
0
0.0%
0.8068
1
2.4%
0
0.0%
0.7582
1
2.4%
0
0.0%
0.7572
1
2.4%
0
0.0%
0.7456
1
2.4%
0
0.0%
0.6917
1
2.4%
0
0.0%
0.6009
1
2.4%
0
0.0%
0.6003
1
2.4%
0
0.0%
0.5835
1
2.4%
0
0.0%
0.5692
1
2.4%
0
0.0%
0.5558
1
2.4%
0
0.0%
12
texture error
VALUES:
29
(58%)
36
(72%)
MISSING:
21
(42%)
14
(28%)
DISTINCT:
29
(58%)
36
(72%)
ZEROES:
---
---
MAX
3.57
3.90
95%
1.75
2.91
Q3
1.17
1.79
AVG
1.12
1.47
MEDIAN
0.98
1.32
Q1
0.79
1.04
5%
0.64
0.58
MIN
0.61
0.50
RANGE
2.96
3.40
IQR
0.380
0.747
STD
0.562
0.701
VAR
0.316
0.491
KURT.
13.0
3.29
SKEW
3.18
1.52
SUM
32.3
53.1
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
concave points error
0.79
fractal dimension error
0.78
concavity error
0.61
mean smoothness
0.58
mean concave points
0.53
symmetry error
0.50
mean compactness
0.46
mean concavity
0.45
radius error
0.44
mean texture
0.41
mean symmetry
0.39
perimeter error
0.37
worst texture
0.36
mean fractal dimension
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.19
area error
0.08
MOST FREQUENT VALUES
0.7339
1
3.4%
0
0.0%
0.8937
1
3.4%
0
0.0%
0.6123
1
3.4%
0
0.0%
0.8249
1
3.4%
0
0.0%
1.428
1
3.4%
0
0.0%
0.6857
1
3.4%
0
0.0%
0.6062
1
3.4%
0
0.0%
1.398
1
3.4%
0
0.0%
1.03
1
3.4%
0
0.0%
1.466
1
3.4%
0
0.0%
0.8225
1
3.4%
0
0.0%
1.012
1
3.4%
0
0.0%
1.849
1
3.4%
0
0.0%
0.9832
1
3.4%
0
0.0%
0.976
1
3.4%
0
0.0%
SMALLEST VALUES
0.6062
1
3.4%
0
0.0%
0.6123
1
3.4%
0
0.0%
0.6857
1
3.4%
0
0.0%
0.7294
1
3.4%
0
0.0%
0.7339
1
3.4%
0
0.0%
0.7477
1
3.4%
0
0.0%
0.7869
1
3.4%
0
0.0%
0.7886
1
3.4%
0
0.0%
0.8225
1
3.4%
0
0.0%
0.8249
1
3.4%
0
0.0%
0.8937
1
3.4%
0
0.0%
0.9017
1
3.4%
0
0.0%
0.976
1
3.4%
0
0.0%
0.9832
1
3.4%
0
0.0%
0.9849
1
3.4%
0
0.0%
LARGEST VALUES
3.568
1
3.4%
0
0.0%
1.849
1
3.4%
0
0.0%
1.599
1
3.4%
0
0.0%
1.466
1
3.4%
0
0.0%
1.428
1
3.4%
0
0.0%
1.398
1
3.4%
0
0.0%
1.377
1
3.4%
0
0.0%
1.169
1
3.4%
0
0.0%
1.156
1
3.4%
0
0.0%
1.127
1
3.4%
0
0.0%
1.073
1
3.4%
0
0.0%
1.03
1
3.4%
0
0.0%
1.017
1
3.4%
0
0.0%
1.012
1
3.4%
0
0.0%
0.9849
1
3.4%
0
0.0%
13
perimeter error
VALUES:
32
(64%)
34
(68%)
MISSING:
18
(36%)
16
(32%)
DISTINCT:
32
(64%)
34
(68%)
ZEROES:
---
---
MAX
8.83
7.05
95%
8.31
4.47
Q3
4.60
2.53
AVG
3.64
2.28
MEDIAN
3.10
2.09
Q1
2.02
1.45
5%
1.36
0.99
MIN
1.17
0.77
RANGE
7.66
6.28
IQR
2.58
1.08
STD
2.15
1.26
VAR
4.62
1.60
KURT.
0.521
5.61
SKEW
1.15
2.05
SUM
117
77.4
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
radius error
0.99
mean concave points
0.83
concave points error
0.74
mean radius
0.72
compactness error
0.71
fractal dimension error
0.70
worst radius
0.66
mean perimeter
0.66
worst area
0.64
concavity error
0.62
worst perimeter
0.59
mean area
0.57
mean concavity
0.52
mean compactness
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.15
area error
0.01
MOST FREQUENT VALUES
8.589
1
3.1%
0
0.0%
8.077
1
3.1%
0
0.0%
3.498
1
3.1%
0
0.0%
4.655
1
3.1%
0
0.0%
3.999
1
3.1%
0
0.0%
2.183
1
3.1%
0
0.0%
3.008
1
3.1%
0
0.0%
1.17
1
3.1%
0
0.0%
1.822
1
3.1%
0
0.0%
2.11
1
3.1%
0
0.0%
8.83
1
3.1%
0
0.0%
1.334
1
3.1%
0
0.0%
4.293
1
3.1%
0
0.0%
1.897
1
3.1%
0
0.0%
1.848
1
3.1%
0
0.0%
SMALLEST VALUES
1.17
1
3.1%
0
0.0%
1.334
1
3.1%
0
0.0%
1.383
1
3.1%
0
0.0%
1.735
1
3.1%
0
0.0%
1.822
1
3.1%
0
0.0%
1.848
1
3.1%
0
0.0%
1.897
1
3.1%
0
0.0%
1.909
1
3.1%
0
0.0%
2.058
1
3.1%
0
0.0%
2.11
1
3.1%
0
0.0%
2.183
1
3.1%
0
0.0%
2.217
1
3.1%
0
0.0%
2.406
1
3.1%
0
0.0%
2.466
1
3.1%
0
0.0%
2.879
1
3.1%
0
0.0%
LARGEST VALUES
8.83
1
3.1%
0
0.0%
8.589
1
3.1%
0
0.0%
8.077
1
3.1%
0
0.0%
7.276
1
3.1%
0
0.0%
5.632
1
3.1%
0
0.0%
5.455
1
3.1%
0
0.0%
5.438
1
3.1%
0
0.0%
4.655
1
3.1%
0
0.0%
4.585
1
3.1%
0
0.0%
4.293
1
3.1%
0
0.0%
3.999
1
3.1%
0
0.0%
3.854
1
3.1%
0
0.0%
3.498
1
3.1%
0
0.0%
3.398
1
3.1%
0
0.0%
3.384
1
3.1%
0
0.0%
14
area error
VALUES:
39
(78%)
44
(88%)
MISSING:
11
(22%)
6
(12%)
DISTINCT:
1
(2%)
1
(2%)
TOP CATEGORIES
target
target
A
39
100%
44
100%
6
15%
37
84%
ALL
39
100%
44
100%
7
14%
40
80%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
area error
PROVIDES INFORMATION ON...
target
0.01

THESE FEATURES
GIVE INFORMATION
ON area error:
target
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
CORRELATION RATIO WITH...
mean area
0.20
worst perimeter
0.19
radius error
0.19
mean radius
0.18
worst smoothness
0.17
concavity error
0.17
worst concave points
0.17
compactness error
0.15
fractal dimension error
0.14
mean compactness
0.14
smoothness error
0.13
worst symmetry
0.10
mean symmetry
0.09
texture error
0.08
15
smoothness error
VALUES:
41
(82%)
44
(88%)
MISSING:
9
(18%)
6
(12%)
DISTINCT:
41
(82%)
44
(88%)
ZEROES:
---
---
MAX
0.011
0.015
95%
0.009
0.013
Q3
0.007
0.010
AVG
0.006
0.008
MEDIAN
0.006
0.007
Q1
0.005
0.006
5%
0.003
0.004
MIN
0.003
0.003
RANGE
0.008
0.012
IQR
0.002
0.004
STD
0.002
0.003
VAR
3.24e-6
9.61e-6
KURT.
-0.108
-0.192
SKEW
0.528
0.703
SUM
0.253
0.353
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean smoothness
0.44
worst smoothness
0.37
perimeter error
0.34
worst radius
-0.33
compactness error
0.32
mean texture
-0.30
worst texture
-0.30
concavity error
0.28
radius error
0.27
mean radius
-0.26
mean fractal dimension
0.26
worst area
-0.23
symmetry error
0.21
worst perimeter
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.20
area error
0.13
MOST FREQUENT VALUES
0.006399
1
2.4%
0
0.0%
0.006883
1
2.4%
0
0.0%
0.005627
1
2.4%
0
0.0%
0.006248
1
2.4%
0
0.0%
0.005551
1
2.4%
0
0.0%
0.008268
1
2.4%
0
0.0%
0.005015
1
2.4%
0
0.0%
0.005776
1
2.4%
0
0.0%
0.005878
1
2.4%
0
0.0%
0.004352
1
2.4%
0
0.0%
0.005367
1
2.4%
0
0.0%
0.01075
1
2.4%
0
0.0%
0.00328
1
2.4%
0
0.0%
0.008064
1
2.4%
0
0.0%
0.005072
1
2.4%
0
0.0%
SMALLEST VALUES
0.003139
1
2.4%
0
0.0%
0.00328
1
2.4%
0
0.0%
0.00335
1
2.4%
0
0.0%
0.004029
1
2.4%
0
0.0%
0.004097
1
2.4%
0
0.0%
0.004314
1
2.4%
0
0.0%
0.004352
1
2.4%
0
0.0%
0.004455
1
2.4%
0
0.0%
0.004728
1
2.4%
0
0.0%
0.005015
1
2.4%
0
0.0%
0.005072
1
2.4%
0
0.0%
0.005225
1
2.4%
0
0.0%
0.005233
1
2.4%
0
0.0%
0.005367
1
2.4%
0
0.0%
0.005488
1
2.4%
0
0.0%
LARGEST VALUES
0.01075
1
2.4%
0
0.0%
0.009606
1
2.4%
0
0.0%
0.00911
1
2.4%
0
0.0%
0.008968
1
2.4%
0
0.0%
0.008805
1
2.4%
0
0.0%
0.008462
1
2.4%
0
0.0%
0.008268
1
2.4%
0
0.0%
0.008064
1
2.4%
0
0.0%
0.008029
1
2.4%
0
0.0%
0.00751
1
2.4%
0
0.0%
0.007026
1
2.4%
0
0.0%
0.006883
1
2.4%
0
0.0%
0.006789
1
2.4%
0
0.0%
0.006494
1
2.4%
0
0.0%
0.006429
1
2.4%
0
0.0%
16
compactness error
VALUES:
36
(72%)
40
(80%)
MISSING:
14
(28%)
10
(20%)
DISTINCT:
35
(70%)
40
(80%)
ZEROES:
---
---
MAX
0.101
0.048
95%
0.063
0.043
Q3
0.034
0.031
AVG
0.030
0.023
MEDIAN
0.028
0.021
Q1
0.016
0.012
5%
0.012
0.007
MIN
0.005
0.005
RANGE
0.096
0.044
IQR
0.018
0.018
STD
0.019
0.012
VAR
3.58e-4
1.33e-4
KURT.
5.10
-0.530
SKEW
1.95
0.478
SUM
1.07
0.902
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fractal dimension error
0.88
mean compactness
0.83
concavity error
0.82
worst compactness
0.82
mean symmetry
0.73
mean concavity
0.72
worst symmetry
0.72
concave points error
0.71
perimeter error
0.71
worst concavity
0.68
symmetry error
0.67
worst concave points
0.60
worst fractal dimension
0.56
mean concave points
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.18
area error
0.15
MOST FREQUENT VALUES
0.01382
2
5.6%
0
0.0%
0.02239
1
2.8%
0
0.0%
0.03033
1
2.8%
0
0.0%
0.03414
1
2.8%
0
0.0%
0.03082
1
2.8%
0
0.0%
0.03318
1
2.8%
0
0.0%
0.02868
1
2.8%
0
0.0%
0.004899
1
2.8%
0
0.0%
0.01102
1
2.8%
0
0.0%
0.02722
1
2.8%
0
0.0%
0.01764
1
2.8%
0
0.0%
0.1006
1
2.8%
0
0.0%
0.02147
1
2.8%
0
0.0%
0.01384
1
2.8%
0
0.0%
0.03994
1
2.8%
0
0.0%
SMALLEST VALUES
0.004899
1
2.8%
0
0.0%
0.01102
1
2.8%
0
0.0%
0.01259
1
2.8%
0
0.0%
0.01308
1
2.8%
0
0.0%
0.01382
2
5.6%
0
0.0%
0.01384
1
2.8%
0
0.0%
0.01432
1
2.8%
0
0.0%
0.0146
1
2.8%
0
0.0%
0.01646
1
2.8%
0
0.0%
0.01764
1
2.8%
0
0.0%
0.01882
1
2.8%
0
0.0%
0.01898
1
2.8%
0
0.0%
0.02147
1
2.8%
0
0.0%
0.02239
1
2.8%
0
0.0%
0.02336
1
2.8%
0
0.0%
LARGEST VALUES
0.1006
1
2.8%
0
0.0%
0.07458
1
2.8%
0
0.0%
0.05936
1
2.8%
0
0.0%
0.05328
1
2.8%
0
0.0%
0.0424
1
2.8%
0
0.0%
0.04061
1
2.8%
0
0.0%
0.04006
1
2.8%
0
0.0%
0.03994
1
2.8%
0
0.0%
0.03414
1
2.8%
0
0.0%
0.03345
1
2.8%
0
0.0%
0.03318
1
2.8%
0
0.0%
0.03126
1
2.8%
0
0.0%
0.03082
1
2.8%
0
0.0%
0.03057
1
2.8%
0
0.0%
0.03055
1
2.8%
0
0.0%
17
concavity error
VALUES:
29
(58%)
36
(72%)
MISSING:
21
(42%)
14
(28%)
DISTINCT:
29
(58%)
34
(68%)
ZEROES:
---
3
(6%)
MAX
0.064
0.093
95%
0.057
0.075
Q3
0.038
0.042
AVG
0.033
0.030
MEDIAN
0.029
0.023
Q1
0.023
0.014
5%
0.014
0.000
MIN
0.013
0.000
RANGE
0.051
0.093
IQR
0.016
0.027
STD
0.015
0.023
VAR
2.13e-4
5.42e-4
KURT.
-0.579
0.305
SKEW
0.646
0.852
SUM
0.956
1.09
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concavity
0.87
compactness error
0.82
mean compactness
0.80
mean concave points
0.76
worst concavity
0.75
mean symmetry
0.73
worst compactness
0.72
concave points error
0.70
fractal dimension error
0.67
mean smoothness
0.66
perimeter error
0.62
texture error
0.61
worst concave points
0.59
symmetry error
0.58

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.17
target
0.05
MOST FREQUENT VALUES
0.03832
1
3.4%
0
0.0%
0.02322
1
3.4%
0
0.0%
0.02905
1
3.4%
0
0.0%
0.01588
1
3.4%
0
0.0%
0.05554
1
3.4%
0
0.0%
0.01452
1
3.4%
0
0.0%
0.02595
1
3.4%
0
0.0%
0.0139
1
3.4%
0
0.0%
0.03049
1
3.4%
0
0.0%
0.01343
1
3.4%
0
0.0%
0.03695
1
3.4%
0
0.0%
0.02664
1
3.4%
0
0.0%
0.04205
1
3.4%
0
0.0%
0.05196
1
3.4%
0
0.0%
0.03407
1
3.4%
0
0.0%
SMALLEST VALUES
0.01343
1
3.4%
0
0.0%
0.0139
1
3.4%
0
0.0%
0.01452
1
3.4%
0
0.0%
0.01588
1
3.4%
0
0.0%
0.01985
1
3.4%
0
0.0%
0.01998
1
3.4%
0
0.0%
0.02095
1
3.4%
0
0.0%
0.02254
1
3.4%
0
0.0%
0.02322
1
3.4%
0
0.0%
0.02387
1
3.4%
0
0.0%
0.02595
1
3.4%
0
0.0%
0.02664
1
3.4%
0
0.0%
0.02681
1
3.4%
0
0.0%
0.02791
1
3.4%
0
0.0%
0.02905
1
3.4%
0
0.0%
LARGEST VALUES
0.06446
1
3.4%
0
0.0%
0.05688
1
3.4%
0
0.0%
0.05661
1
3.4%
0
0.0%
0.05554
1
3.4%
0
0.0%
0.05501
1
3.4%
0
0.0%
0.05196
1
3.4%
0
0.0%
0.04205
1
3.4%
0
0.0%
0.03832
1
3.4%
0
0.0%
0.03732
1
3.4%
0
0.0%
0.03695
1
3.4%
0
0.0%
0.03672
1
3.4%
0
0.0%
0.03553
1
3.4%
0
0.0%
0.03407
1
3.4%
0
0.0%
0.03049
1
3.4%
0
0.0%
0.02905
1
3.4%
0
0.0%
18
concave points error
VALUES:
46
(92%)
44
(88%)
MISSING:
4
(8%)
6
(12%)
DISTINCT:
46
(92%)
41
(82%)
ZEROES:
---
4
(8%)
MAX
0.041
0.029
95%
0.024
0.024
Q3
0.016
0.016
AVG
0.014
0.011
MEDIAN
0.013
0.012
Q1
0.010
0.007
5%
0.007
0.000
MIN
0.006
0.000
RANGE
0.035
0.029
IQR
0.006
0.008
STD
0.006
0.006
VAR
3.90e-5
4.21e-5
KURT.
6.67
0.546
SKEW
2.00
0.408
SUM
0.643
0.500
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
texture error
0.79
fractal dimension error
0.77
perimeter error
0.74
compactness error
0.71
concavity error
0.70
symmetry error
0.58
radius error
0.54
mean concave points
0.52
mean concavity
0.49
mean compactness
0.49
mean symmetry
0.46
mean perimeter
0.43
mean radius
0.40
worst perimeter
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.17
area error
0.00
MOST FREQUENT VALUES
0.01587
1
2.2%
0
0.0%
0.01164
1
2.2%
0
0.0%
0.01911
1
2.2%
0
0.0%
0.01083
1
2.2%
0
0.0%
0.01354
1
2.2%
0
0.0%
0.01158
1
2.2%
0
0.0%
0.01044
1
2.2%
0
0.0%
0.009643
1
2.2%
0
0.0%
0.009067
1
2.2%
0
0.0%
0.01195
1
2.2%
0
0.0%
0.01161
1
2.2%
0
0.0%
0.01917
1
2.2%
0
0.0%
0.02397
1
2.2%
0
0.0%
0.01262
1
2.2%
0
0.0%
0.006881
1
2.2%
0
0.0%
SMALLEST VALUES
0.00566
1
2.2%
0
0.0%
0.005917
1
2.2%
1
2.3%
0.00649
1
2.2%
0
0.0%
0.006853
1
2.2%
0
0.0%
0.006881
1
2.2%
0
0.0%
0.007591
1
2.2%
0
0.0%
0.009067
1
2.2%
0
0.0%
0.00956
1
2.2%
0
0.0%
0.009643
1
2.2%
0
0.0%
0.01037
1
2.2%
0
0.0%
0.01038
1
2.2%
0
0.0%
0.01039
1
2.2%
0
0.0%
0.01044
1
2.2%
0
0.0%
0.01083
1
2.2%
0
0.0%
0.01109
1
2.2%
0
0.0%
LARGEST VALUES
0.0409
1
2.2%
0
0.0%
0.02638
1
2.2%
0
0.0%
0.02397
1
2.2%
0
0.0%
0.02252
1
2.2%
0
0.0%
0.02058
1
2.2%
0
0.0%
0.01992
1
2.2%
0
0.0%
0.01917
1
2.2%
0
0.0%
0.01911
1
2.2%
0
0.0%
0.01885
1
2.2%
0
0.0%
0.01867
1
2.2%
0
0.0%
0.01695
1
2.2%
0
0.0%
0.01628
1
2.2%
0
0.0%
0.01587
1
2.2%
0
0.0%
0.01521
1
2.2%
0
0.0%
0.01448
1
2.2%
0
0.0%
19
symmetry error
VALUES:
39
(78%)
49
(98%)
MISSING:
11
(22%)
1
(2%)
DISTINCT:
39
(78%)
46
(92%)
ZEROES:
---
---
MAX
0.060
0.040
95%
0.038
0.030
Q3
0.023
0.022
AVG
0.021
0.020
MEDIAN
0.019
0.019
Q1
0.015
0.016
5%
0.011
0.012
MIN
0.008
0.011
RANGE
0.052
0.029
IQR
0.008
0.006
STD
0.010
0.006
VAR
9.22e-5
3.86e-5
KURT.
6.80
1.84
SKEW
2.26
1.21
SUM
0.809
0.987
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
compactness error
0.67
fractal dimension error
0.63
mean symmetry
0.63
mean compactness
0.59
concave points error
0.58
concavity error
0.58
mean fractal dimension
0.56
worst symmetry
0.54
texture error
0.50
mean concavity
0.46
mean concave points
0.43
mean smoothness
0.42
worst compactness
0.38
worst concave points
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.05
target
0.05
MOST FREQUENT VALUES
0.03003
1
2.6%
0
0.0%
0.02293
1
2.6%
0
0.0%
0.01768
1
2.6%
0
0.0%
0.02007
1
2.6%
0
0.0%
0.02273
1
2.6%
0
0.0%
0.02102
1
2.6%
0
0.0%
0.01543
1
2.6%
0
0.0%
0.02789
1
2.6%
0
0.0%
0.02028
1
2.6%
0
0.0%
0.02671
1
2.6%
0
0.0%
0.007882
1
2.6%
0
0.0%
0.01377
1
2.6%
0
0.0%
0.0138
1
2.6%
0
0.0%
0.01357
1
2.6%
0
0.0%
0.01719
1
2.6%
0
0.0%
SMALLEST VALUES
0.007882
1
2.6%
0
0.0%
0.01083
1
2.6%
0
0.0%
0.01113
1
2.6%
0
0.0%
0.01356
1
2.6%
0
0.0%
0.01357
1
2.6%
0
0.0%
0.01377
1
2.6%
0
0.0%
0.0138
1
2.6%
0
0.0%
0.0141
1
2.6%
0
0.0%
0.01428
1
2.6%
0
0.0%
0.0146
1
2.6%
0
0.0%
0.01468
1
2.6%
0
0.0%
0.01486
1
2.6%
0
0.0%
0.01543
1
2.6%
0
0.0%
0.01678
1
2.6%
0
0.0%
0.01689
1
2.6%
0
0.0%
LARGEST VALUES
0.05963
1
2.6%
0
0.0%
0.04484
1
2.6%
0
0.0%
0.03672
1
2.6%
0
0.0%
0.03003
1
2.6%
0
0.0%
0.02981
1
2.6%
0
0.0%
0.02789
1
2.6%
0
0.0%
0.02671
1
2.6%
0
0.0%
0.02574
1
2.6%
0
0.0%
0.02308
1
2.6%
0
0.0%
0.02293
1
2.6%
0
0.0%
0.02273
1
2.6%
0
0.0%
0.02165
1
2.6%
0
0.0%
0.02143
1
2.6%
0
0.0%
0.02102
1
2.6%
0
0.0%
0.02028
1
2.6%
0
0.0%
20
fractal dimension error
VALUES:
31
(62%)
33
(66%)
MISSING:
19
(38%)
17
(34%)
DISTINCT:
31
(62%)
33
(66%)
ZEROES:
---
---
MAX
0.013
0.008
95%
0.010
0.006
Q3
0.005
0.005
AVG
0.005
0.004
MEDIAN
0.004
0.004
Q1
0.003
0.002
5%
0.002
0.002
MIN
0.001
0.002
RANGE
0.012
0.006
IQR
0.002
0.002
STD
0.003
0.002
VAR
6.80e-6
2.58e-6
KURT.
2.68
-0.567
SKEW
1.63
0.619
SUM
0.140
0.126
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
compactness error
0.88
worst fractal dimension
0.87
texture error
0.78
concave points error
0.77
mean compactness
0.76
mean fractal dimension
0.75
mean smoothness
0.75
perimeter error
0.70
mean symmetry
0.69
concavity error
0.67
mean concavity
0.67
symmetry error
0.63
worst compactness
0.62
mean concave points
0.52

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.18
area error
0.14
MOST FREQUENT VALUES
0.006193
1
3.2%
0
0.0%
0.002801
1
3.2%
1
3.0%
0.003643
1
3.2%
0
0.0%
0.002582
1
3.2%
0
0.0%
0.003535
1
3.2%
0
0.0%
0.00172
1
3.2%
0
0.0%
0.003317
1
3.2%
0
0.0%
0.001286
1
3.2%
0
0.0%
0.004022
1
3.2%
0
0.0%
0.002665
1
3.2%
0
0.0%
0.003817
1
3.2%
0
0.0%
0.00456
1
3.2%
0
0.0%
0.002967
1
3.2%
0
0.0%
0.003711
1
3.2%
0
0.0%
0.007444
1
3.2%
0
0.0%
SMALLEST VALUES
0.001286
1
3.2%
0
0.0%
0.00172
1
3.2%
0
0.0%
0.001997
1
3.2%
0
0.0%
0.002422
1
3.2%
0
0.0%
0.002425
1
3.2%
0
0.0%
0.002582
1
3.2%
0
0.0%
0.002665
1
3.2%
0
0.0%
0.002801
1
3.2%
1
3.0%
0.002967
1
3.2%
0
0.0%
0.002968
1
3.2%
0
0.0%
0.003042
1
3.2%
0
0.0%
0.003317
1
3.2%
0
0.0%
0.003532
1
3.2%
0
0.0%
0.003535
1
3.2%
0
0.0%
0.003643
1
3.2%
0
0.0%
LARGEST VALUES
0.01284
1
3.2%
0
0.0%
0.01008
1
3.2%
0
0.0%
0.009208
1
3.2%
0
0.0%
0.008093
1
3.2%
0
0.0%
0.007444
1
3.2%
0
0.0%
0.006193
1
3.2%
0
0.0%
0.005466
1
3.2%
0
0.0%
0.005115
1
3.2%
0
0.0%
0.005082
1
3.2%
0
0.0%
0.004571
1
3.2%
0
0.0%
0.00456
1
3.2%
0
0.0%
0.004394
1
3.2%
0
0.0%
0.004142
1
3.2%
0
0.0%
0.004022
1
3.2%
0
0.0%
0.003817
1
3.2%
0
0.0%
21
worst radius
VALUES:
40
(80%)
42
(84%)
MISSING:
10
(20%)
8
(16%)
DISTINCT:
39
(78%)
42
(84%)
ZEROES:
---
---
MAX
29.2
29.9
95%
25.4
25.4
Q3
22.3
16.1
AVG
18.4
15.1
MEDIAN
17.2
13.6
Q1
15.1
11.6
5%
12.7
9.5
MIN
9.0
8.7
RANGE
20.2
21.2
IQR
7.18
4.50
STD
4.60
5.19
VAR
21.2
26.9
KURT.
-0.435
0.840
SKEW
0.313
1.26
SUM
736
634
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst area
0.99
worst perimeter
0.98
mean radius
0.93
mean perimeter
0.93
mean area
0.91
perimeter error
0.66
mean concave points
0.66
radius error
0.63
mean concavity
0.58
worst concave points
0.54
concavity error
0.45
worst concavity
0.43
mean compactness
0.36
smoothness error
-0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.08
area error
0.07
MOST FREQUENT VALUES
20.96
2
5.0%
0
0.0%
25.38
1
2.5%
0
0.0%
23.15
1
2.5%
0
0.0%
16.82
1
2.5%
0
0.0%
24.15
1
2.5%
0
0.0%
20.21
1
2.5%
0
0.0%
15.89
1
2.5%
0
0.0%
13.3
1
2.5%
0
0.0%
14.99
1
2.5%
0
0.0%
15.53
1
2.5%
0
0.0%
15.93
1
2.5%
0
0.0%
20.27
1
2.5%
0
0.0%
12.84
1
2.5%
0
0.0%
24.09
1
2.5%
0
0.0%
17.38
1
2.5%
0
0.0%
SMALLEST VALUES
8.964
1
2.5%
0
0.0%
10.23
1
2.5%
0
0.0%
12.84
1
2.5%
0
0.0%
13.3
1
2.5%
0
0.0%
13.76
1
2.5%
0
0.0%
14.5
1
2.5%
0
0.0%
14.91
1
2.5%
0
0.0%
14.99
1
2.5%
0
0.0%
15.03
1
2.5%
0
0.0%
15.11
1
2.5%
1
2.4%
15.15
1
2.5%
0
0.0%
15.47
1
2.5%
0
0.0%
15.49
1
2.5%
0
0.0%
15.53
1
2.5%
0
0.0%
15.67
1
2.5%
0
0.0%
LARGEST VALUES
29.17
1
2.5%
0
0.0%
26.46
1
2.5%
0
0.0%
25.38
1
2.5%
0
0.0%
24.99
1
2.5%
0
0.0%
24.15
1
2.5%
0
0.0%
24.09
1
2.5%
0
0.0%
23.57
1
2.5%
0
0.0%
23.15
1
2.5%
0
0.0%
22.88
1
2.5%
0
0.0%
22.54
1
2.5%
0
0.0%
22.25
1
2.5%
0
0.0%
20.96
2
5.0%
0
0.0%
20.27
1
2.5%
0
0.0%
20.21
1
2.5%
0
0.0%
20.01
1
2.5%
0
0.0%
22
worst texture
VALUES:
42
(84%)
38
(76%)
MISSING:
8
(16%)
12
(24%)
DISTINCT:
40
(80%)
38
(76%)
ZEROES:
---
---
MAX
40.7
42.8
95%
35.6
37.3
Q3
31.3
31.7
MEDIAN
28.0
26.5
AVG
27.2
27.5
Q1
22.2
22.9
5%
17.4
18.4
MIN
15.7
15.4
RANGE
25.0
27.4
IQR
9.16
8.75
STD
5.98
6.44
VAR
35.7
41.4
KURT.
-0.630
-0.425
SKEW
-0.079
0.325
SUM
1,144
1,046
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean texture
0.87
worst concavity
0.39
worst fractal dimension
0.36
texture error
0.36
mean radius
0.33
smoothness error
-0.30
worst perimeter
0.28
worst compactness
0.28
symmetry error
-0.27
worst smoothness
0.26
mean perimeter
0.23
worst radius
0.23
fractal dimension error
0.20
worst concave points
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.05
target
0.04
MOST FREQUENT VALUES
27.66
2
4.8%
0
0.0%
30.88
2
4.8%
0
0.0%
26.02
1
2.4%
0
0.0%
34.01
1
2.4%
0
0.0%
28.12
1
2.4%
0
0.0%
32.09
1
2.4%
0
0.0%
30.9
1
2.4%
0
0.0%
29.02
1
2.4%
0
0.0%
22.81
1
2.4%
0
0.0%
25.2
1
2.4%
0
0.0%
17.33
1
2.4%
0
0.0%
36.71
1
2.4%
0
0.0%
30.25
1
2.4%
0
0.0%
35.34
1
2.4%
0
0.0%
33.17
1
2.4%
1
2.6%
SMALLEST VALUES
15.66
1
2.4%
0
0.0%
16.67
1
2.4%
0
0.0%
17.33
1
2.4%
0
0.0%
19.08
1
2.4%
0
0.0%
19.26
1
2.4%
0
0.0%
19.52
1
2.4%
0
0.0%
20.49
1
2.4%
0
0.0%
20.7
1
2.4%
0
0.0%
21.32
1
2.4%
0
0.0%
21.4
1
2.4%
0
0.0%
21.96
1
2.4%
0
0.0%
22.81
1
2.4%
0
0.0%
23.41
1
2.4%
0
0.0%
23.75
1
2.4%
0
0.0%
25.2
1
2.4%
0
0.0%
LARGEST VALUES
40.68
1
2.4%
0
0.0%
36.71
1
2.4%
0
0.0%
35.59
1
2.4%
0
0.0%
35.34
1
2.4%
0
0.0%
34.01
1
2.4%
0
0.0%
33.88
1
2.4%
0
0.0%
33.17
1
2.4%
1
2.6%
32.09
1
2.4%
0
0.0%
32.01
1
2.4%
0
0.0%
31.82
1
2.4%
0
0.0%
31.48
1
2.4%
0
0.0%
30.9
1
2.4%
0
0.0%
30.88
2
4.8%
0
0.0%
30.73
1
2.4%
0
0.0%
30.25
1
2.4%
0
0.0%
23
worst perimeter
VALUES:
37
(74%)
44
(88%)
MISSING:
13
(26%)
6
(12%)
DISTINCT:
37
(74%)
44
(88%)
ZEROES:
---
---
MAX
188
206
95%
179
165
Q3
149
105
AVG
126
97
MEDIAN
122
88
Q1
103
71
5%
89
60
MIN
57
54
RANGE
131
151
IQR
46.5
33.6
STD
30.4
35.1
VAR
922
1,232
KURT.
-0.257
1.72
SKEW
0.317
1.43
SUM
4,650
4,249
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst radius
0.98
worst area
0.96
mean perimeter
0.91
mean radius
0.90
mean area
0.88
mean concave points
0.59
perimeter error
0.59
worst concave points
0.56
radius error
0.55
concavity error
0.50
mean concavity
0.50
concave points error
0.34
mean texture
0.32
worst concavity
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.20
area error
0.19
MOST FREQUENT VALUES
116.2
1
2.7%
0
0.0%
139.9
1
2.7%
0
0.0%
149.3
1
2.7%
0
0.0%
160.5
1
2.7%
0
0.0%
119.4
1
2.7%
0
0.0%
136.1
1
2.7%
0
0.0%
132.7
1
2.7%
0
0.0%
133.5
1
2.7%
0
0.0%
95.54
1
2.7%
0
0.0%
158.8
1
2.7%
0
0.0%
102.5
1
2.7%
0
0.0%
87.22
1
2.7%
1
2.3%
177.4
1
2.7%
0
0.0%
105.5
1
2.7%
0
0.0%
57.26
1
2.7%
0
0.0%
SMALLEST VALUES
57.26
1
2.7%
0
0.0%
87.22
1
2.7%
1
2.3%
89.88
1
2.7%
0
0.0%
95.54
1
2.7%
0
0.0%
96.09
1
2.7%
0
0.0%
97.65
1
2.7%
0
0.0%
99.0
1
2.7%
0
0.0%
99.7
1
2.7%
0
0.0%
102.5
1
2.7%
0
0.0%
102.8
1
2.7%
0
0.0%
103.4
1
2.7%
0
0.0%
105.5
1
2.7%
0
0.0%
106.2
1
2.7%
0
0.0%
108.8
1
2.7%
0
0.0%
110.6
1
2.7%
0
0.0%
LARGEST VALUES
188.0
1
2.7%
0
0.0%
186.8
1
2.7%
0
0.0%
177.4
1
2.7%
0
0.0%
177.0
1
2.7%
0
0.0%
160.5
1
2.7%
0
0.0%
158.8
1
2.7%
0
0.0%
153.2
1
2.7%
0
0.0%
152.2
1
2.7%
0
0.0%
151.7
1
2.7%
0
0.0%
149.3
1
2.7%
0
0.0%
139.9
1
2.7%
0
0.0%
136.8
1
2.7%
0
0.0%
136.5
1
2.7%
0
0.0%
136.1
1
2.7%
0
0.0%
133.5
1
2.7%
0
0.0%
24
worst area
VALUES:
47
(94%)
44
(88%)
MISSING:
3
(6%)
6
(12%)
DISTINCT:
46
(92%)
44
(88%)
ZEROES:
---
---
MAX
2,615
2,642
95%
2,156
1,821
Q3
1,485
782
AVG
1,147
764
MEDIAN
981
580
Q1
725
402
5%
524
283
MIN
242
224
RANGE
2,373
2,418
IQR
760
380
STD
545
560
VAR
297k
313k
KURT.
0.167
2.42
SKEW
0.767
1.74
SUM
53,895
33,622
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst radius
0.99
worst perimeter
0.96
mean area
0.91
mean radius
0.89
mean perimeter
0.89
perimeter error
0.64
radius error
0.63
mean concave points
0.59
worst concave points
0.49
mean concavity
0.42
concavity error
0.40
mean fractal dimension
-0.34
worst concavity
0.30
smoothness error
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.37
area error
0.05
MOST FREQUENT VALUES
698.8
2
4.3%
0
0.0%
1229.0
1
2.1%
0
0.0%
896.9
1
2.1%
0
0.0%
1403.0
1
2.1%
0
0.0%
1269.0
1
2.1%
0
0.0%
1227.0
1
2.1%
0
0.0%
1670.0
1
2.1%
0
0.0%
888.7
1
2.1%
0
0.0%
1344.0
1
2.1%
0
0.0%
1813.0
1
2.1%
0
0.0%
1261.0
1
2.1%
0
0.0%
2019.0
1
2.1%
0
0.0%
2215.0
1
2.1%
0
0.0%
545.9
1
2.1%
0
0.0%
787.9
1
2.1%
0
0.0%
SMALLEST VALUES
242.2
1
2.1%
0
0.0%
314.9
1
2.1%
0
0.0%
514.0
1
2.1%
0
0.0%
545.9
1
2.1%
0
0.0%
567.7
1
2.1%
0
0.0%
582.6
1
2.1%
0
0.0%
630.5
1
2.1%
0
0.0%
697.7
1
2.1%
0
0.0%
698.8
2
4.3%
0
0.0%
711.2
1
2.1%
0
0.0%
711.4
1
2.1%
0
0.0%
739.3
1
2.1%
0
0.0%
741.6
1
2.1%
0
0.0%
759.4
1
2.1%
0
0.0%
787.9
1
2.1%
0
0.0%
LARGEST VALUES
2615.0
1
2.1%
0
0.0%
2398.0
1
2.1%
0
0.0%
2215.0
1
2.1%
0
0.0%
2019.0
1
2.1%
0
0.0%
1956.0
1
2.1%
0
0.0%
1813.0
1
2.1%
0
0.0%
1709.0
1
2.1%
0
0.0%
1670.0
1
2.1%
0
0.0%
1651.0
1
2.1%
0
0.0%
1606.0
1
2.1%
0
0.0%
1575.0
1
2.1%
0
0.0%
1567.0
1
2.1%
0
0.0%
1403.0
1
2.1%
0
0.0%
1344.0
1
2.1%
0
0.0%
1332.0
1
2.1%
0
0.0%
25
worst smoothness
VALUES:
47
(94%)
40
(80%)
MISSING:
3
(6%)
10
(20%)
DISTINCT:
46
(92%)
39
(78%)
ZEROES:
---
---
MAX
0.210
0.185
95%
0.184
0.166
Q3
0.165
0.143
MEDIAN
0.149
0.129
AVG
0.149
0.132
Q1
0.133
0.119
5%
0.105
0.102
MIN
0.094
0.090
RANGE
0.116
0.095
IQR
0.032
0.024
STD
0.025
0.021
VAR
6.16e-4
4.59e-4
KURT.
0.060
-0.045
SKEW
-0.120
0.465
SUM
6.99
5.29
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean smoothness
0.83
worst fractal dimension
0.77
worst concavity
0.65
worst symmetry
0.59
worst compactness
0.58
mean fractal dimension
0.58
worst concave points
0.55
mean concavity
0.52
mean compactness
0.48
mean symmetry
0.45
concavity error
0.45
smoothness error
0.37
mean concave points
0.36
compactness error
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.17
target
0.11
MOST FREQUENT VALUES
0.1446
2
4.3%
0
0.0%
0.1622
1
2.1%
0
0.0%
0.09701
1
2.1%
0
0.0%
0.1338
1
2.1%
0
0.0%
0.1641
1
2.1%
1
2.5%
0.1255
1
2.1%
0
0.0%
0.1491
1
2.1%
0
0.0%
0.1637
1
2.1%
0
0.0%
0.1634
1
2.1%
0
0.0%
0.1509
1
2.1%
0
0.0%
0.1563
1
2.1%
0
0.0%
0.09387
1
2.1%
0
0.0%
0.1545
1
2.1%
0
0.0%
0.161
1
2.1%
0
0.0%
0.1094
1
2.1%
0
0.0%
SMALLEST VALUES
0.09387
1
2.1%
0
0.0%
0.09701
1
2.1%
0
0.0%
0.1037
1
2.1%
0
0.0%
0.1094
1
2.1%
0
0.0%
0.1131
1
2.1%
0
0.0%
0.1162
1
2.1%
0
0.0%
0.1238
1
2.1%
0
0.0%
0.1247
1
2.1%
0
0.0%
0.1255
1
2.1%
0
0.0%
0.1297
1
2.1%
0
0.0%
0.1312
1
2.1%
0
0.0%
0.1324
1
2.1%
0
0.0%
0.1338
1
2.1%
0
0.0%
0.1374
1
2.1%
0
0.0%
0.139
1
2.1%
0
0.0%
LARGEST VALUES
0.2098
1
2.1%
0
0.0%
0.1909
1
2.1%
0
0.0%
0.1853
1
2.1%
0
0.0%
0.1805
1
2.1%
0
0.0%
0.1791
1
2.1%
0
0.0%
0.1789
1
2.1%
0
0.0%
0.1786
1
2.1%
0
0.0%
0.1703
1
2.1%
0
0.0%
0.1679
1
2.1%
0
0.0%
0.1678
1
2.1%
0
0.0%
0.1654
1
2.1%
0
0.0%
0.1651
1
2.1%
0
0.0%
0.1641
1
2.1%
1
2.5%
0.1637
1
2.1%
0
0.0%
0.1634
1
2.1%
0
0.0%
26
worst compactness
VALUES:
42
(84%)
40
(80%)
MISSING:
8
(16%)
10
(20%)
DISTINCT:
42
(84%)
40
(80%)
ZEROES:
---
---
MAX
1.06
0.87
95%
0.77
0.44
Q3
0.56
0.23
AVG
0.41
0.22
MEDIAN
0.39
0.19
Q1
0.23
0.14
5%
0.14
0.07
MIN
0.05
0.05
RANGE
1.01
0.813
IQR
0.330
0.096
STD
0.225
0.164
VAR
0.051
0.027
KURT.
0.382
8.67
SKEW
0.708
2.71
SUM
17.2
8.77
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst fractal dimension
0.90
worst concavity
0.90
mean compactness
0.86
compactness error
0.82
mean symmetry
0.81
worst symmetry
0.77
mean concavity
0.74
concavity error
0.72
worst concave points
0.72
mean fractal dimension
0.69
fractal dimension error
0.62
worst smoothness
0.58
mean concave points
0.55
mean smoothness
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.32
area error
0.06
MOST FREQUENT VALUES
0.6656
1
2.4%
0
0.0%
0.05131
1
2.4%
0
0.0%
0.2117
1
2.4%
0
0.0%
0.2812
1
2.4%
0
0.0%
0.4257
1
2.4%
0
0.0%
0.3559
1
2.4%
0
0.0%
0.659
1
2.4%
0
0.0%
0.5804
1
2.4%
0
0.0%
0.3835
1
2.4%
0
0.0%
0.04619
1
2.4%
0
0.0%
0.2043
1
2.4%
0
0.0%
0.3949
1
2.4%
0
0.0%
0.2698
1
2.4%
0
0.0%
0.7444
1
2.4%
0
0.0%
0.3724
1
2.4%
0
0.0%
SMALLEST VALUES
0.04619
1
2.4%
0
0.0%
0.05131
1
2.4%
0
0.0%
0.1357
1
2.4%
0
0.0%
0.1551
1
2.4%
0
0.0%
0.1711
1
2.4%
0
0.0%
0.1773
1
2.4%
0
0.0%
0.1866
1
2.4%
0
0.0%
0.1871
1
2.4%
0
0.0%
0.2043
1
2.4%
0
0.0%
0.2117
1
2.4%
0
0.0%
0.2156
1
2.4%
0
0.0%
0.2576
1
2.4%
0
0.0%
0.2698
1
2.4%
0
0.0%
0.2776
1
2.4%
0
0.0%
0.2812
1
2.4%
0
0.0%
LARGEST VALUES
1.058
1
2.4%
0
0.0%
0.8663
1
2.4%
0
0.0%
0.7725
1
2.4%
0
0.0%
0.7444
1
2.4%
0
0.0%
0.6656
1
2.4%
0
0.0%
0.6643
1
2.4%
0
0.0%
0.659
1
2.4%
0
0.0%
0.6577
1
2.4%
0
0.0%
0.5954
1
2.4%
0
0.0%
0.5804
1
2.4%
0
0.0%
0.5609
1
2.4%
0
0.0%
0.5401
1
2.4%
0
0.0%
0.5249
1
2.4%
0
0.0%
0.509
1
2.4%
0
0.0%
0.4257
1
2.4%
0
0.0%
27
worst concavity
VALUES:
44
(88%)
48
(96%)
MISSING:
6
(12%)
2
(4%)
DISTINCT:
44
(88%)
44
(88%)
ZEROES:
---
5
(10%)
MAX
1.10
1.17
95%
0.72
0.59
Q3
0.54
0.33
AVG
0.42
0.23
MEDIAN
0.40
0.16
Q1
0.26
0.09
5%
0.07
0.00
MIN
0.02
0.00
RANGE
1.08
1.17
IQR
0.281
0.234
STD
0.218
0.230
VAR
0.047
0.053
KURT.
0.897
6.46
SKEW
0.446
2.24
SUM
18.7
10.9
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst compactness
0.90
mean concavity
0.80
mean compactness
0.77
worst fractal dimension
0.76
concavity error
0.75
worst concave points
0.74
worst symmetry
0.69
compactness error
0.68
mean symmetry
0.66
worst smoothness
0.65
mean concave points
0.60
mean smoothness
0.52
mean fractal dimension
0.45
fractal dimension error
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.34
area error
0.01
MOST FREQUENT VALUES
0.7119
1
2.3%
0
0.0%
0.503
1
2.3%
0
0.0%
0.6133
1
2.3%
0
0.0%
0.6956
1
2.3%
0
0.0%
0.5588
1
2.3%
0
0.0%
0.6091
1
2.3%
0
0.0%
0.5274
1
2.3%
0
0.0%
0.5409
1
2.3%
0
0.0%
0.5186
1
2.3%
0
0.0%
0.04833
1
2.3%
0
0.0%
0.02398
1
2.3%
0
0.0%
0.2085
1
2.3%
0
0.0%
0.6335
1
2.3%
0
0.0%
0.4023
1
2.3%
0
0.0%
0.7242
1
2.3%
0
0.0%
SMALLEST VALUES
0.02398
1
2.3%
0
0.0%
0.04833
1
2.3%
0
0.0%
0.0688
1
2.3%
0
0.0%
0.08867
1
2.3%
0
0.0%
0.1459
1
2.3%
0
0.0%
0.189
1
2.3%
0
0.0%
0.2085
1
2.3%
0
0.0%
0.2282
1
2.3%
0
0.0%
0.239
1
2.3%
0
0.0%
0.2416
1
2.3%
0
0.0%
0.2489
1
2.3%
0
0.0%
0.2678
1
2.3%
0
0.0%
0.2914
1
2.3%
0
0.0%
0.305
1
2.3%
0
0.0%
0.3155
1
2.3%
0
0.0%
LARGEST VALUES
1.105
1
2.3%
0
0.0%
0.7345
1
2.3%
0
0.0%
0.7242
1
2.3%
0
0.0%
0.7119
1
2.3%
0
0.0%
0.6956
1
2.3%
0
0.0%
0.6869
1
2.3%
0
0.0%
0.6335
1
2.3%
0
0.0%
0.6133
1
2.3%
0
0.0%
0.6091
1
2.3%
0
0.0%
0.5588
1
2.3%
0
0.0%
0.5539
1
2.3%
0
0.0%
0.5409
1
2.3%
0
0.0%
0.5372
1
2.3%
0
0.0%
0.5355
1
2.3%
0
0.0%
0.5274
1
2.3%
0
0.0%
28
worst concave points
VALUES:
47
(94%)
41
(82%)
MISSING:
3
(6%)
9
(18%)
DISTINCT:
47
(94%)
38
(76%)
ZEROES:
---
4
(8%)
MAX
0.270
0.265
95%
0.257
0.222
Q3
0.215
0.120
MEDIAN
0.181
0.080
AVG
0.175
0.092
Q1
0.147
0.050
5%
0.063
0.000
MIN
0.029
0.000
RANGE
0.241
0.265
IQR
0.068
0.070
STD
0.059
0.066
VAR
0.003
0.004
KURT.
-0.071
0.770
SKEW
-0.598
0.920
SUM
8.23
3.75
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concave points
0.84
mean concavity
0.78
worst concavity
0.74
mean compactness
0.72
worst compactness
0.72
worst symmetry
0.63
compactness error
0.60
mean symmetry
0.59
concavity error
0.59
worst perimeter
0.56
worst smoothness
0.55
worst fractal dimension
0.55
worst radius
0.54
worst area
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.53
area error
0.17
MOST FREQUENT VALUES
0.2654
1
2.1%
0
0.0%
0.255
1
2.1%
0
0.0%
0.149
1
2.1%
0
0.0%
0.2024
1
2.1%
0
0.0%
0.1456
1
2.1%
0
0.0%
0.1848
1
2.1%
0
0.0%
0.1546
1
2.1%
0
0.0%
0.1847
1
2.1%
0
0.0%
0.1785
1
2.1%
0
0.0%
0.1864
1
2.1%
0
0.0%
0.1813
1
2.1%
0
0.0%
0.05013
1
2.1%
0
0.0%
0.02899
1
2.1%
0
0.0%
0.2258
1
2.1%
0
0.0%
0.1112
1
2.1%
0
0.0%
SMALLEST VALUES
0.02899
1
2.1%
0
0.0%
0.05013
1
2.1%
0
0.0%
0.06227
1
2.1%
0
0.0%
0.06548
1
2.1%
0
0.0%
0.07283
1
2.1%
0
0.0%
0.09975
1
2.1%
0
0.0%
0.1112
1
2.1%
0
0.0%
0.1119
1
2.1%
0
0.0%
0.1282
1
2.1%
0
0.0%
0.1288
1
2.1%
0
0.0%
0.1424
1
2.1%
0
0.0%
0.1456
1
2.1%
0
0.0%
0.149
1
2.1%
0
0.0%
0.1492
1
2.1%
0
0.0%
0.1546
1
2.1%
0
0.0%
LARGEST VALUES
0.2701
1
2.1%
0
0.0%
0.2654
1
2.1%
0
0.0%
0.2575
1
2.1%
0
0.0%
0.255
1
2.1%
0
0.0%
0.2493
1
2.1%
0
0.0%
0.243
1
2.1%
0
0.0%
0.2393
1
2.1%
0
0.0%
0.2388
1
2.1%
0
0.0%
0.2378
1
2.1%
0
0.0%
0.2258
1
2.1%
0
0.0%
0.221
1
2.1%
0
0.0%
0.2208
1
2.1%
0
0.0%
0.2095
1
2.1%
0
0.0%
0.2088
1
2.1%
0
0.0%
0.2073
1
2.1%
0
0.0%
29
worst symmetry
VALUES:
43
(86%)
38
(76%)
MISSING:
7
(14%)
12
(24%)
DISTINCT:
42
(84%)
38
(76%)
ZEROES:
---
---
MAX
0.664
0.409
95%
0.475
0.374
Q3
0.405
0.304
MEDIAN
0.360
0.269
AVG
0.357
0.274
Q1
0.289
0.238
5%
0.237
0.210
MIN
0.199
0.157
RANGE
0.465
0.252
IQR
0.115
0.066
STD
0.087
0.053
VAR
0.008
0.003
KURT.
2.17
0.966
SKEW
0.935
0.658
SUM
15.4
10.4
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean symmetry
0.79
worst compactness
0.77
mean compactness
0.72
compactness error
0.72
worst fractal dimension
0.69
worst concavity
0.69
mean fractal dimension
0.66
worst concave points
0.63
mean concavity
0.60
worst smoothness
0.59
mean smoothness
0.58
symmetry error
0.54
concavity error
0.52
mean concave points
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.32
area error
0.10
MOST FREQUENT VALUES
0.3613
2
4.7%
0
0.0%
0.4601
1
2.3%
0
0.0%
0.1987
1
2.3%
0
0.0%
0.4027
1
2.3%
0
0.0%
0.2756
1
2.3%
0
0.0%
0.3444
1
2.3%
0
0.0%
0.4761
1
2.3%
0
0.0%
0.353
1
2.3%
0
0.0%
0.3672
1
2.3%
0
0.0%
0.4863
1
2.3%
0
0.0%
0.3591
1
2.3%
0
0.0%
0.2807
1
2.3%
0
0.0%
0.4264
1
2.3%
0
0.0%
0.2994
1
2.3%
0
0.0%
0.2964
1
2.3%
0
0.0%
SMALLEST VALUES
0.1987
1
2.3%
0
0.0%
0.2341
1
2.3%
0
0.0%
0.2364
1
2.3%
0
0.0%
0.245
1
2.3%
0
0.0%
0.2747
1
2.3%
0
0.0%
0.275
1
2.3%
0
0.0%
0.2756
1
2.3%
0
0.0%
0.2768
1
2.3%
0
0.0%
0.2807
1
2.3%
0
0.0%
0.2809
1
2.3%
0
0.0%
0.2822
1
2.3%
0
0.0%
0.2964
1
2.3%
0
0.0%
0.2977
1
2.3%
0
0.0%
0.2994
1
2.3%
0
0.0%
0.3029
1
2.3%
0
0.0%
LARGEST VALUES
0.6638
1
2.3%
0
0.0%
0.4863
1
2.3%
0
0.0%
0.4761
1
2.3%
0
0.0%
0.467
1
2.3%
0
0.0%
0.4667
1
2.3%
0
0.0%
0.4601
1
2.3%
0
0.0%
0.4378
1
2.3%
0
0.0%
0.4366
1
2.3%
0
0.0%
0.4264
1
2.3%
0
0.0%
0.4218
1
2.3%
0
0.0%
0.4066
1
2.3%
0
0.0%
0.4027
1
2.3%
0
0.0%
0.3985
1
2.3%
0
0.0%
0.39
1
2.3%
0
0.0%
0.3799
1
2.3%
0
0.0%
30
worst fractal dimension
VALUES:
41
(82%)
37
(74%)
MISSING:
9
(18%)
13
(26%)
DISTINCT:
41
(82%)
37
(74%)
ZEROES:
---
---
MAX
0.207
0.141
95%
0.143
0.110
Q3
0.115
0.090
AVG
0.101
0.083
MEDIAN
0.098
0.079
Q1
0.078
0.071
5%
0.063
0.065
MIN
0.055
0.059
RANGE
0.152
0.082
IQR
0.037
0.019
STD
0.030
0.017
VAR
9.14e-4
2.86e-4
KURT.
2.96
2.93
SKEW
1.38
1.49
SUM
4.13
3.08
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst compactness
0.90
fractal dimension error
0.87
mean fractal dimension
0.84
worst smoothness
0.77
mean symmetry
0.77
worst concavity
0.76
mean compactness
0.75
mean smoothness
0.70
worst symmetry
0.69
compactness error
0.56
worst concave points
0.55
mean concavity
0.54
concavity error
0.46
worst texture
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.16
area error
0.05
MOST FREQUENT VALUES
0.1189
1
2.4%
0
0.0%
0.06169
1
2.4%
0
0.0%
0.07421
1
2.4%
0
0.0%
0.09876
1
2.4%
0
0.0%
0.09782
1
2.4%
0
0.0%
0.1402
1
2.4%
0
0.0%
0.08482
1
2.4%
0
0.0%
0.1123
1
2.4%
0
0.0%
0.1233
1
2.4%
0
0.0%
0.08633
1
2.4%
0
0.0%
0.05504
1
2.4%
0
0.0%
0.1071
1
2.4%
0
0.0%
0.07146
1
2.4%
0
0.0%
0.1038
1
2.4%
0
0.0%
0.1027
1
2.4%
0
0.0%
SMALLEST VALUES
0.05504
1
2.4%
0
0.0%
0.06169
1
2.4%
0
0.0%
0.06287
1
2.4%
0
0.0%
0.07146
1
2.4%
0
0.0%
0.07259
1
2.4%
0
0.0%
0.07409
1
2.4%
0
0.0%
0.07421
1
2.4%
0
0.0%
0.07526
1
2.4%
0
0.0%
0.07615
1
2.4%
0
0.0%
0.07678
1
2.4%
0
0.0%
0.07773
1
2.4%
0
0.0%
0.08183
1
2.4%
0
0.0%
0.08301
1
2.4%
0
0.0%
0.08368
1
2.4%
0
0.0%
0.08452
1
2.4%
0
0.0%
LARGEST VALUES
0.2075
1
2.4%
0
0.0%
0.173
1
2.4%
0
0.0%
0.1431
1
2.4%
0
0.0%
0.1402
1
2.4%
0
0.0%
0.1341
1
2.4%
0
0.0%
0.1275
1
2.4%
0
0.0%
0.1244
1
2.4%
0
0.0%
0.1233
1
2.4%
0
0.0%
0.1189
1
2.4%
0
0.0%
0.1179
1
2.4%
0
0.0%
0.1151
1
2.4%
0
0.0%
0.1142
1
2.4%
0
0.0%
0.1123
1
2.4%
0
0.0%
0.1072
1
2.4%
0
0.0%
0.1071
1
2.4%
0
0.0%